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Simulating urban growth boundaries using a patch-based cellular automaton with economic and ecological constraints

机译:使用具有经济和生态约束的基于补丁的自动机模拟城市增长边界

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摘要

Urban growth boundaries (UGBs) have been applied in many rapid urbanizing areas to alleviate the problems of urban sprawl. Although empirical research has stressed the importance of ecological protection in UGB delineation, existing UGB models lack a component for the assessment of ecologically sensitive areas. To address this problem, we develop an innovative method that is capable of simulating UGB alternatives with economic and ecological constraints. Our method employs a patch-based cellular automaton (i.e. SA-Patch-CA) for simulating future urban growth, constrained by the ecological protection areas produced by an agent-based land allocation optimization model (AgentLA). The delineation of UGBs is also based on the estimated future urban land demand derived from support vector regression (SVR). The proposed method is applied in the Pearl River Delta (PRD), China. Three scenarios are designed to represent different objectives of future industrial transitions. The results indicate that increasing the shares of low energy consumption industries and tertiary industries can effectively reduce urban land demand. By overlapping the simulations, we found that the areal agreement of the simulated UGBs among the three scenarios accounts for approximately 88% of the total area. These areas can then be considered as the primary locations for establishing the UGBs.
机译:在许多快速城市化地区已经应用了城市增长边界(UGB),以缓解城市扩张的问题。尽管经验研究强调了生态保护在UGB划界中的重要性,但现有的UGB模型缺乏评估生态敏感区的组成部分。为了解决这个问题,我们开发了一种创新的方法,该方法能够模拟受经济和生态约束的UGB替代方案。我们的方法采用基于补丁的元胞自动机(即SA-Patch-CA)来模拟未来的城市增长,但受基于代理的土地分配优化模型(AgentLA)产生的生态保护区的约束。 UGB的划分也基于从支持向量回归(SVR)得出的估计未来城市土地需求。该方法在中国珠江三角洲(PRD)得到了应用。设计了三种方案来代表未来工业转型的不同目标。结果表明,增加低能耗产业和第三产业的份额可以有效减少城市土地需求。通过重叠模拟,我们发现,在三种情况下,模拟UGB的面积一致性大约占总面积的88%。然后可以将这些区域视为建立UGB的主要位置。

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